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tensorregress (version 5.1)

Supervised Tensor Decomposition with Side Information

Description

Implement the alternating algorithm for supervised tensor decomposition with interactive side information. Details can be found in the publication Hu, Jiaxin, Chanwoo Lee, and Miaoyan Wang. "Generalized Tensor Decomposition with features on multiple modes." Journal of Computational and Graphical Statistics, Vol. 31, No. 1, 204-218, 2022 .

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Version

Install

install.packages('tensorregress')

Monthly Downloads

239

Version

5.1

License

GPL (>= 2)

Maintainer

Jiaxin Hu

Last Published

June 20th, 2023

Functions in tensorregress (5.1)

unfold-methods

Tensor Unfolding
tensor_regress

Supervised Tensor Decomposition with Interactive Side Information
ttm

Tensor Matrix Product (m-Mode Product)
ttl

Tensor Times List
kronecker_list

List Kronecker Product
sele_rank

Rank selection
as.tensor

Tensor Conversion
fold

General Folding of Matrix
dim-methods

Mode Getter for Tensor
rand_tensor

Tensor with Random Entries
Tensor-class

S4 Class for a Tensor
hosvd

(Truncated-)Higher-order SVD
nations

nations data
sim_data

Simulation of supervised tensor decomposition models
tucker

Tucker Decomposition
HCP

HCP data